doula, Twitter, 11/5/2021 2:11:38 PM, 265548


FAQ | Problem?

doula_2021-11-05_06-34-21.xlsx
doula_2021-11-05_06-34-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 05, 2021
Short Description:
doula via NodeXL https://bit.ly/3BP0mPK
@iamsummerwalker
@yourtribefamil1
@fab5mommy_
@sisterwebdoulas
@kemimarie
@doulasue
@jillgw
@sassye
@doula_p
@adjaacathy

Top hashtags:
#doula
#birth
#breastfeeding
#pregnancy
#doulas
#homebirth
#postpartum
#birthdoula
#midwife

Description:
Description
The graph represents a network of 4,222 Twitter users whose tweets in the requested range contained "doula", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 05 November 2021 at 13:51 UTC.

The requested start date was Friday, 05 November 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 4-hour, 2-minute period from Friday, 22 October 2021 at 00:17 UTC to Thursday, 04 November 2021 at 04:20 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4222
Unique Edges : 2451
Edges With Duplicates : 4870
Total Edges : 7321
Number of Edge Types : 5
Replies to : 848
Retweet : 1964
MentionsInRetweet : 2089
Tweet : 1467
Mentions : 953
Self-Loops : 1557
Reciprocated Vertex Pair Ratio : 0.031313424180922
Reciprocated Edge Ratio : 0.0607253303345516
Connected Components : 1225
Single-Vertex Connected Components : 637
Maximum Vertices in a Connected Component : 786
Maximum Edges in a Connected Component : 1751
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.02301
Graph Density : 0.000199595287867805
Modularity : 0.527839
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,222 Twitter users whose tweets in the requested range contained "doula", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 05 November 2021 at 13:51 UTC.

The requested start date was Friday, 05 November 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 4-hour, 2-minute period from Friday, 22 October 2021 at 00:17 UTC to Thursday, 04 November 2021 at 04:20 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : doula
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[28] https://www.instagram.com/accounts/login/
[22] https://hello-doulaschool-ca.ck.page/6ea6542862
[13] http://www.twittascope.com/?sign=7
[9] http://goingwithgrace.com/trainingdetails/
[9] http://goingwithgrace.com/services/
[9] https://www.parir.co
[9] https://www.shutterstock.com/g/KenTackett?rid=178334466&utm_medium=email&utm_source=ctrbreferral-link
[8] https://www.universe.com/events/doula-expo-by-mama-glow-tickets-S7BQFX
[7] https://www.20minutos.es/salud/familia/laura-vidal-doula-el-duelo-por-la-perdida-de-un-animal-es-muy-incomprendido-porque-no-se-valida-el-dolor-4869576/
[7] https://docs.google.com/forms/d/e/1FAIpQLSfm-6h8Y3UqjeL73EpYpKWkf-RTPysbYsG8cFCoLDF58Uw3Kw/closedform

Top URLs in Tweet in G1:
[25] https://www.instagram.com/accounts/login/
[13] http://www.twittascope.com/?sign=7
[9] https://www.parir.co
[7] https://www.20minutos.es/salud/familia/laura-vidal-doula-el-duelo-por-la-perdida-de-un-animal-es-muy-incomprendido-porque-no-se-valida-el-dolor-4869576/
[3] https://twitter.com/kemimarie/status/1453450193022504964
[3] https://twitter.com/kristen4moore/status/1455156768661778433
[2] https://twitter.com/melreneestyles/status/1452318530154733572
[2] https://www.easybabylife.com/hiring-a-doula.html
[2] https://tdnradio.net
[2] https://delightedtodoula.com/

Top URLs in Tweet in G4:
[2] https://twitter.com/AlaadjiDitakh/status/1454113259754332167
[1] https://twitter.com/plfrance_/status/1455111616882741250
[1] https://twitter.com/salihateBihhh/status/1452419241219661827
[1] https://twitter.com/moussamendy9/status/1453727807314423808
[1] https://twitter.com/Ngone_Josyane/status/1453461574883192839
[1] https://twitter.com/mamyka9/status/1454838479398055937
[1] https://twitter.com/talibndiolfuta/status/1453627637079986176
[1] https://twitter.com/MJLD14/status/1452384685510758404

Top URLs in Tweet in G5:
[22] https://hello-doulaschool-ca.ck.page/6ea6542862
[2] https://forms.gle/ghzw2c2BkaNGLsY79?utm_campaign=CPD+Information+Session+10/21
[1] https://doulaschool.ca/prenatal-yoga-birth-doula/
[1] https://doulaschool.ca/product/burlington-doula-training/
[1] https://doulaschool.ca/guatemala-retreat/
[1] https://twitter.com/SugaCaneMami/status/1455228729483989006
[1] https://twitter.com/simsimmaaz/status/1455722576588718080
[1] https://twitter.com/artbaesel/status/1454807910614175753
[1] https://twitter.com/doulaschool/status/1455673474312282113
[1] https://twitter.com/sistafireri/status/1455628300030730243

Top URLs in Tweet in G6:
[9] https://www.shutterstock.com/g/KenTackett?rid=178334466&utm_medium=email&utm_source=ctrbreferral-link
[7] https://www.universe.com/events/doula-expo-by-mama-glow-tickets-S7BQFX
[6] https://lp.constantcontactpages.com/su/swh2KEY
[4] https://stores.praeclaruspress.com/stock-images/?sort=newest
[3] https://www.buymeacoffee.com/WombCareWomxn
[3] https://lp.constantcontactpages.com/su/KjsnSbC
[2] https://mailchi.mp/f621a3fb542b/get-more-doula-clients-webinar
[2] http://www.borders.com/referrals
[2] https://babyology.com.au/baby/newborn/what-is-a-postpartum-doula-heres-everything-you-need-to-know/?utm_source=Twitter&utm_medium=referral&utm_campaign=SNAP?utm_source=twitter
[2] https://bungalower.com/2021/10/26/tackle-the-challenges-of-post-life-with-a-death-doula-for-halloween/

Top URLs in Tweet in G7:
[2] https://www.oursacredwisdom.com/sacred-series
[1] https://twitter.com/kemimarie/status/1291791904032489472

Top URLs in Tweet in G9:
[2] https://msmagazine.com/2021/10/06/black-maternal-health-build-back-better-biden-congress/?utm_source=twitter&utm_medium=social&utm_campaign=SocialWarfare
[2] https://www.instagram.com/accounts/login/
[1] http://www.amchp.org/Policy-Advocacy/health-reform/resources/Documents/Build%20Back%20Better%20Act%20-%20Investments%20in%20Doulas%20and%20Midwives.pdf
[1] https://birthingfromwithin.com/childbirth-educator-training

Top URLs in Tweet in G10:
[1] https://twitter.com/ARC_S_L/status/1455904283656851460
[1] https://twitter.com/BradCravMVP/status/1454083945939750920
[1] https://cnobulletin.cmail19.com/t/ViewEmail/d/A90ED7E84DBCDAF22540EF23F30FEDED/2A47338EB6D68D84CE63909E3969C05F
[1] https://ed.gr/dprg9
[1] https://twitter.com/laila_cnet/status/1454006049824980995

Top Domains
Top Domains in Tweet in Entire Graph:
[140] twitter.com
[119] inspiredbirthpro.com
[32] instagram.com
[25] 20minutos.es
[22] ck.page
[18] goingwithgrace.com
[15] youtube.com
[13] twittascope.com
[10] mailchi.mp
[10] google.com

Top Domains in Tweet in G1:
[62] twitter.com
[26] instagram.com
[13] twittascope.com
[9] parir.co
[8] 20minutos.es
[5] youtube.com
[4] facebook.com
[3] inquirer.com
[3] co.uk
[3] bit.ly

Top Domains in Tweet in G4:
[9] twitter.com

Top Domains in Tweet in G5:
[22] ck.page
[5] twitter.com
[3] doulaschool.ca
[2] forms.gle
[1] google.com
[1] bostonglobe.com

Top Domains in Tweet in G6:
[10] shutterstock.com
[9] constantcontactpages.com
[7] mailchi.mp
[7] twitter.com
[7] universe.com
[5] praeclaruspress.com
[4] eol-doula.uk
[3] buymeacoffee.com
[3] clubhouse.com
[2] borders.com

Top Domains in Tweet in G7:
[2] oursacredwisdom.com
[1] twitter.com

Top Domains in Tweet in G9:
[2] msmagazine.com
[2] instagram.com
[1] amchp.org
[1] birthingfromwithin.com

Top Domains in Tweet in G10:
[3] twitter.com
[1] cmail19.com
[1] ed.gr

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[282] doula
[47] birth
[32] breastfeeding
[30] pregnancy
[27] doulas
[24] homebirth
[23] postpartum
[23] birthdoula
[23] midwife
[21] doulasupport



Top Hashtags in Tweet in G1:
[59] doula
[14] birth
[12] pregnancy
[10] midwife
[10] birthdoula
[8] breastfeeding
[7] doulas
[6] baby
[6] postpartum
[6] newborn

Top Hashtags in Tweet in G2:
[1] blackbirthdoulamatter

Top Hashtags in Tweet in G5:
[19] doula
[5] birth
[3] doulatraining
[2] career
[2] yoga
[2] bipoc
[1] prenatal
[1] starwars
[1] doulacrush
[1] blackdoulas

Top Hashtags in Tweet in G6:
[70] doula
[22] breastfeeding
[21] birth
[18] art
[14] doulasupport
[13] pregnancy
[13] birthsupport
[11] labor
[11] lamazeclasses
[11] birthdoulatrainer

Top Hashtags in Tweet in G9:
[1] movement
[1] change
[1] rip
[1] gonetosoon
[1] love
[1] mothers
[1] doula
[1] birthworker
[1] childbirtheducation
[1] birthingfromwithin

Top Hashtags in Tweet in G10:
[3] mesh
[2] 15stepsreview
[1] 15stepsformaternity
[1] valproate
[1] primodos
[1] blackbreastfeedingweek
[1] idecide

Top Words
Top Words in Tweet in Entire Graph:
[2886] doula
[654] iâ
[542] being
[541] life
[524] ø
[492] day
[486] share
[485] best
[463] born
[452] artist

Top Words in Tweet in G1:
[706] doula
[66] birth
[60] eu
[59] #doula
[48] more
[44] uma
[39] baby
[38] support
[35] parto
[33] need

Top Words in Tweet in G2:
[440] iamsummerwalker
[440] best
[440] day
[440] life
[440] besides
[440] bubbles
[440] being
[440] born
[440] share
[440] stage

Top Words in Tweet in G3:
[270] mouy
[137] nek
[135] fois
[135] ga
[135] couple
[135] mais
[135] comme
[135] était
[135] célibataire
[135] gars

Top Words in Tweet in G4:
[150] doula
[69] yalla
[46] fay
[45] koumou
[45] naroul
[45] liguey
[45] jamono
[45] dji
[44] nabyleu
[34] mais

Top Words in Tweet in G5:
[193] doula
[36] training
[26] birth
[26] program
[26] guide
[26] more
[25] free
[20] need
[20] doulas
[19] #doula

Top Words in Tweet in G6:
[121] doula
[70] #doula
[64] birth
[46] art
[28] doulas
[26] praeclarus
[23] more
[22] community
[22] #breastfeeding
[21] #birth

Top Words in Tweet in G7:
[111] doula
[83] kemimarie
[77] one
[68] take
[67] help
[67] fund
[67] find
[67] postpartum
[67] simple
[67] course

Top Words in Tweet in G8:
[77] doula
[76] westlock
[76] alberta
[76] unvaccinated
[76] expecting
[76] mother
[76] looking
[76] midwife
[76] nurse
[76] experience

Top Words in Tweet in G9:
[59] room
[57] domogiselle_
[57] first
[56] storefront
[56] coming
[56] together
[56] nicely
[56] ºðÿ
[56] treatment
[56] grand

Top Words in Tweet in G10:
[21] doula_lisa
[13] kellyphizacklea
[13] bwchboss
[13] victoriarm6
[12] _quinnanna
[11] ngozi_ediosagie
[8] service
[6] based
[6] documentary
[5] helloannahorn

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[444] best,day
[444] day,life
[444] life,besides
[444] besides,bubbles
[444] bubbles,being
[444] being,born
[444] born,share
[444] share,stage
[444] stage,favorite
[444] favorite,artist

Top Word Pairs in Tweet in G1:
[26] za,duh
[26] duh,ba
[26] ba,doi
[26] doi,bu
[26] bu,doula
[21] death,doula
[19] uma,doula
[18] doula,training
[16] curso,doula
[16] postpartum,doula

Top Word Pairs in Tweet in G2:
[440] best,day
[440] day,life
[440] life,besides
[440] besides,bubbles
[440] bubbles,being
[440] being,born
[440] born,share
[440] share,stage
[440] stage,favorite
[440] favorite,artist

Top Word Pairs in Tweet in G3:
[135] fois,ga
[135] ga,nek
[135] nek,couple
[135] couple,mais
[135] mais,comme
[135] comme,était
[135] était,célibataire
[135] célibataire,gars
[135] gars,sert
[135] sert,rien

Top Word Pairs in Tweet in G4:
[45] yalla,koumou
[45] koumou,naroul
[45] naroul,fay
[45] fay,doula
[45] doula,liguey
[45] liguey,jamono
[45] jamono,dji
[44] nabyleu,yalla
[24] serigne,touba
[22] yalla,doula

Top Word Pairs in Tweet in G5:
[23] program,guide
[22] free,program
[22] doula,training
[14] training,certification
[10] more,info
[9] guide,more
[8] doula,path
[8] info,doula
[8] ados,doulas
[7] starting,doula

Top Word Pairs in Tweet in G6:
[14] praeclarus,press
[14] mother,baby
[13] #doula,#doulasupport
[12] praeclarus,press's
[12] sisterwebdoulas,hiring
[12] hiring,doulas
[12] baby,art
[11] doula,services
[11] #doulasupport,#lamazeclasses
[11] #lamazeclasses,#birth

Top Word Pairs in Tweet in G7:
[67] help,fund
[67] fund,find
[67] find,postpartum
[67] postpartum,doula
[67] doula,take
[67] take,simple
[67] simple,course
[67] course,become
[67] become,one
[66] kemimarie,help

Top Word Pairs in Tweet in G8:
[76] westlock,alberta
[76] alberta,unvaccinated
[76] unvaccinated,expecting
[76] expecting,mother
[76] mother,looking
[76] looking,midwife
[76] midwife,doula
[76] doula,nurse
[76] nurse,experience
[75] franksbullitts,westlock

Top Word Pairs in Tweet in G9:
[56] storefront,coming
[56] coming,together
[56] together,nicely
[56] nicely,ºðÿ
[56] ºðÿ,treatment
[56] treatment,room
[56] room,grand
[56] grand,opening
[56] opening,january
[56] january,2022

Top Word Pairs in Tweet in G10:
[12] _quinnanna,victoriarm6
[12] victoriarm6,doula_lisa
[12] doula_lisa,bwchboss
[11] bwchboss,ngozi_ediosagie
[10] kellyphizacklea,_quinnanna
[5] service,user
[5] user,voice
[4] feeling,very
[4] very,privileged
[4] privileged,appointed

Top Replied-To
Top Replied-To in Entire Graph:
@dancingabc
@amadouongoiba
@fchwpo
@kellyphizacklea
@malparlage223
@syllabdallah
@medinamicha
@doula__92
@ambernoelle
@missbeebright

Top Replied-To in G1:
@tdnradio

Top Replied-To in G2:
@iamsummerwalker

Top Replied-To in G3:
@mc_evah
@biiba_queen
@mathiasnikiema
@papaba_officiel
@socratis_01

Top Replied-To in G4:
@thiambaabel
@lamineh____jp
@doufayadiop
@derdiarra
@dany_laye
@jaah221
@arameshaky
@lili_merveille
@faussetismey221

Top Replied-To in G5:
@ambernoelle
@__mjml
@nannyfinee
@kayanarich
@peaceoflovelace
@newenhuyse
@himtuition
@nurturing_birth
@jessicoool
@amazon_queenn

Top Replied-To in G6:
@emmadixon_eu
@drkathrynmannix
@emmacclare
@cormacrussell

Top Replied-To in G7:
@missbeebright
@faithstreet08

Top Replied-To in G8:
@barryesharp

Top Replied-To in G9:
@sassye
@iamn0tthe1
@chels_baby1
@domogiselle_
@brandialexandir
@lucindacantyphd
@goddessgeisha

Top Replied-To in G10:
@kellyphizacklea
@ruthmw
@doula_lisa
@maternityvoice
@cxanthidis
@juliette_ward
@all4birth
@bradcravmvp
@midwivesrcm
@doula_kicki

Top Mentioned
Top Mentioned in Entire Graph:
@iamsummerwalker
@adjaacathy
@kemimarie
@franksbullitts
@marieme28
@darlenemacauley
@domogiselle_
@mameabdou_cisse
@nabyleu
@fati_bint_doula

Top Mentioned in G1:
@amagiascensions
@prince_usmane
@easybabylife
@drop_it_baby

Top Mentioned in G2:
@iamsummerwalker
@fatbellybella

Top Mentioned in G3:
@adjaacathy
@famananas
@marieme28
@princembacke

Top Mentioned in G4:
@nabyleu
@dany_laye
@adjaacathy
@siny_lo
@lamineh____jp
@salioul31112201
@queengnagnita
@fyna111
@kalamou07
@hinbada

Top Mentioned in G5:
@amazon_queenn
@whet
@monsieurstony
@carinaeconjure
@ashgomez03
@newenhuyse
@babylist
@mrsdoulaall
@missesa83
@hawkstrology

Top Mentioned in G6:
@marchofdimes
@sisterwebdoulas
@mamaglow_mgff
@ucsfptbi
@marchofdimesceo
@livingwelldying
@glowmaven
@douwella
@knettanicole
@birthjusticenow

Top Mentioned in G7:
@kemimarie
@missbeebright
@iamsummerwalker
@arneshaspeaks

Top Mentioned in G8:
@franksbullitts

Top Mentioned in G9:
@domogiselle_
@sassye
@jillgw
@msmagazine
@tayethediva
@muvaajemidwife
@_plantainmami
@sweetbtchesbrew

Top Mentioned in G10:
@doula_lisa
@bwchboss
@victoriarm6
@_quinnanna
@ngozi_ediosagie
@helloannahorn
@agnes_agyepong
@nhsengland
@kellyphizacklea
@buabengrachael

Top Tweeters
Top Tweeters in Entire Graph:
@superpidge
@united
@leratomannya
@69nicebot69
@bloggedbyrain
@bob_stinson1234
@linda_u_w_a
@500kflea
@zeinobia
@idekchiabarb

Top Tweeters in G1:
@bloggedbyrain
@highheelesquire
@tendin2
@bidsusa
@zmthebrand
@alleybbee
@theariesoracle
@basuashis
@cindyfsolomon
@naomiloren_

Top Tweeters in G2:
@500kflea
@idekchiabarb
@iceburghslimm
@asscheeksonme
@browness
@covingtonq
@portialoso
@callmedollar
@toetyrell10
@shandiditbetter

Top Tweeters in G3:
@zahraaaaa_d
@bingiewinkyg
@mc_evah
@migos_19
@valeriesama
@mbayanglo
@senecaps18
@eboony_s
@soxna_ameenah
@_thierno_mf

Top Tweeters in G4:
@nabyleu
@alaadjiditakh
@baaymobreezy
@ahmadashakurjr
@king_mbenga
@lebuurjoie
@usmannjaay
@tymahhhhh
@mor_chonghan
@abduufaaal

Top Tweeters in G5:
@the3jsmom
@bbcnews
@aprilinoctober
@titotitoq85
@jeranieariel
@danniinicole7
@kayanarich
@aprilbreee
@nannyfinee
@hobsonshelley

Top Tweeters in G6:
@surfspup
@lsjnews
@lacted
@drklclemons
@mypresident21
@karenhunter
@lil_litebright
@emmadixon_eu
@wdsprmaven
@sxmurbanview

Top Tweeters in G7:
@leratomannya
@cieranicole____
@nikkib_natural
@whiskycavalier_
@waxladymiami
@jordynn_paige
@strawberricurls
@_ashleymorgan94
@pointlesss
@braceyaself_

Top Tweeters in G8:
@ailsaforshaw
@donahugh216
@barryesharp
@upericulum
@cherylscotian1
@dieterbehl
@climatemalware
@jedrice1
@canadaawaken
@duckmaverick

Top Tweeters in G9:
@sweetbtchesbrew
@msjazzybelle
@sassye
@queencookz
@_trevie
@kissie_beso
@_cosmokeysha
@aresaintspaid
@internetsgirl
@labbedoe

Top Tweeters in G10:
@nhsengland
@mkrettiwt
@midwivesrcm
@livibutt
@bwchboss
@govuk
@tommys
@alisonbaum
@airedalenhsft
@sandsuk